Deepfake Detection on FakeAVCeleb (test)
99.8AccuracyHAVIC
Evaluation results
| Method | Links | |||||
|---|---|---|---|---|---|---|
| HAVICModality=AV2026.03 | 99.8 | — | — | — | 99.9 | |
| FGMDFClass=RARV2026.04 | 99.46 | 93.68 | 90.82 | 92.23 | 99.98 | |
| FGMDFClass=RAFV2026.04 | 99.46 | 100 | 96.97 | 98.46 | 99.98 | |
| FGMDFClass=FARV2026.04 | 99.46 | 99.52 | 99.68 | 99.6 | 99.98 | |
| FGMDFClass=FAFV2026.04 | 99.46 | 100 | 100 | 99.9 | 99.98 | |
| AVTENet_ffMethod Category=Ensemble (ours), Modality=AV, Class=Real2023.10 | 99 | 100 | 97 | 99 | — | |
| AVTENet_ffMethod Category=Ensemble (ours), Modality=AV, Class=Fake2023.10 | 99 | 97 | 100 | 99 | — | |
| MSCT2026.04 | 98.75 | — | — | — | 98.83 | |
| PIAModality=AV2026.03 | 98.7 | — | — | — | 99.8 | |
| AVFFModality=Audio-Visual2024.06 | 98.6 | — | — | — | 99.1 | |
| AVFFModality=AV2026.03 | 98.6 | — | — | — | 99.1 | |
| BusterX2026.04 | 96.3 | — | — | — | — | |
| MIS-AVioDDMethod Category=Fusion, Modality=AV2023.10 | 96 | — | — | — | — | |
| FGIClass=RARV2026.04 | 95.15 | 64.63 | 76.81 | 70.19 | 98.98 | |
| FGIClass=RAFV2026.04 | 95.15 | 93.48 | 97.9 | 95.64 | 98.98 | |
| FGIClass=FARV2026.04 | 95.15 | 80 | 85.71 | 82.75 | 98.98 | |
| FGIClass=FAFV2026.04 | 95.15 | 99.3 | 94.01 | 96.58 | 98.98 | |
| MRDF-CEModality=AV2026.03 | 94.1 | — | — | — | 92.4 | |
| MRDF-CE2026.04 | 94.05 | — | — | — | 92.43 | |
| AV-Lip-SyncMethod Category=Multimodal, Modality=AV, Class=Real2023.10 | 94 | 93 | 96 | 94 | — | |
| AV-Lip-SyncMethod Category=Multimodal, Modality=AV, Class=Fake2023.10 | 94 | 96 | 93 | 94 | — | |
| MultimodaltraceMethod Category=Modality Mixing, Modality=AV2023.10 | 93 | — | — | — | — | |
| AVFakeNetMethod Category=Ensemble, Modality=AV2023.10 | 93 | — | — | — | — | |
| RealForensicsModality=Visual2024.06 | 89.9 | — | — | — | 94.6 | |
| RealForensicsModality=V2026.03 | 89.9 | — | — | — | 94.6 | |
| EnsembleMethod Category=Multimodal, Modality=AV, Class=Real2023.10 | 89 | 83 | 99 | 90 | — | |
| EnsembleMethod Category=Multimodal, Modality=AV, Class=Fake2023.10 | 89 | 98 | 80 | 88 | — | |
| AVDFClass=RARV2026.04 | 87 | 81.22 | 89.75 | 85.27 | 97.47 | |
| AVDFClass=RAFV2026.04 | 87 | 88.02 | 79 | 83.27 | 97.47 | |
| AVDFClass=FARV2026.04 | 87 | 87.47 | 92.5 | 89.91 | 97.47 | |
| AVDFClass=FAFV2026.04 | 87 | 92.29 | 86.75 | 89.43 | 97.47 | |
| AVoiD-DFMethod Category=Fusion, Modality=AV2023.10 | 84 | — | — | — | — | |
| AVoiD-DFModality=Audio-Visual2024.06 | 83.7 | — | — | — | 89.2 | |
| AVoiD-DFModality=AV2026.03 | 83.7 | — | — | — | 89.2 | |
| AVOID-DF2026.04 | 83.7 | — | — | — | 89.2 | |
| MDSModality=Audio-Visual2024.06 | 82.8 | — | — | — | 86.5 | |
| MDS2026.04 | 82.8 | — | — | — | 86.5 | |
| VFD2026.04 | 81.52 | — | — | — | 86.11 | |
| VFDModality=Audio-Visual2024.06 | 81.5 | — | — | — | 86.1 | |
| VGG16Method Category=Unimodal, Modality=V, Class=Real2023.10 | 81 | 69 | 90 | 78 | — | |
| VGG16Method Category=Unimodal, Modality=V, Class=Fake2023.10 | 81 | 87 | 78 | 82 | — | |
| LipForensicsModality=Visual2024.06 | 80.1 | — | — | — | 82.4 | |
| LipForensicsModality=V2026.03 | 80.1 | — | — | — | 82.4 | |
| AVFakeNetModality=Audio-Visual2024.06 | 78.4 | — | — | — | 83.4 | |
| Emotions Don’t LieModality=Audio-Visual2024.06 | 78.1 | — | — | — | 79.8 | |
| VGG16 (Soft-Voting)Method Category=Ensemble, Modality=AV, Class=Real2023.10 | 78 | 69 | 90 | 78 | — | |
| VGG16 (Soft-Voting)Method Category=Ensemble, Modality=AV, Class=Fake2023.10 | 78 | 90 | 69 | 78 | — | |
| VGG16 (Hard-Voting)Method Category=Ensemble, Modality=AV, Class=Real2023.10 | 78 | 69 | 90 | 78 | — | |
| VGG16 (Hard-Voting)Method Category=Ensemble, Modality=AV, Class=Fake2023.10 | 78 | 90 | 69 | 78 | — | |
| XceptionMethod Category=Unimodal, Modality=A, Class=Real2023.10 | 76 | 88 | 61 | 72 | — | |
| XceptionMethod Category=Unimodal, Modality=A, Class=Fake2023.10 | 76 | 70 | 91 | 80 | — | |
| LipForensicsMethod Category=Unimodal, Modality=V, Class=Real2023.10 | 76 | 70 | 91 | 80 | — | |
| LipForensicsMethod Category=Unimodal, Modality=V, Class=Fake2023.10 | 76 | 88 | 61 | 72 | — | |
| CViTModality=Visual2024.06 | 69.7 | — | — | — | 71.8 | |
| Not-made-for-each-otherMethod Category=Multimodal, Modality=AV, Class=Real2023.10 | 69 | 62 | 99 | 76 | — | |
| Not-made-for-each-otherMethod Category=Multimodal, Modality=AV, Class=Fake2023.10 | 69 | 94 | 40 | 57 | — | |
| XceptionModality=Visual2024.06 | 67.9 | — | — | — | 70.5 | |
| XceptionModality=V2026.03 | 67.9 | — | — | — | 70.5 | |
| Multimodal-2Method Category=Multimodal, Modality=AV, Class=Real2023.10 | 67 | 71 | 59 | 64 | — | |
| Multimodal-2Method Category=Multimodal, Modality=AV, Class=Fake2023.10 | 67 | 65 | 76 | 70 | — | |
| FTCNModality=Visual2024.06 | 64.9 | — | — | — | 84 | |
| FTCNModality=V2026.03 | 64.9 | — | — | — | 84 | |
| CDCNMethod Category=Multimodal, Modality=AV, Class=Real2023.10 | 52 | 50 | 7 | 12 | — | |
| CDCNMethod Category=Multimodal, Modality=AV, Class=Fake2023.10 | 52 | 50 | 94 | 65 | — | |
| Multimodal-1Method Category=Multimodal, Modality=AV, Class=Real2023.10 | 50 | 0 | 0 | 0 | — | |
| Multimodal-1Method Category=Multimodal, Modality=AV, Class=Fake2023.10 | 50 | 50 | 100 | 66 | — |